ArticleProceedings of the National Academy of Sciences of the United States of America2021
Global inequality remotely sensed.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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13 citing papers in PubMed.
- The global extent of the grassland biome and implications for the terrestrial carbon sink.Nature ecology & evolution · 2026Article
- Mapping subnational gender gaps in internet and mobile adoption using social media data.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Toward multiscalar measures of inequality in archaeology.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- The burden of acute respiratory infection in children under 5 attributable to economic inequality in low- and middle-income countries.BMJ global health · 2025Article
- Mapping fine-scale socioeconomic inequality using machine learning and remotely sensed data.PNAS nexus · 2025Article
- Rising infrastructure inequalities accompany urbanization and economic development.Nature communications · 2025Article
- Economic inequality and crime across cities in India: Evidence using nighttime lights data.PloS one · 2025Article
- Can nighttime lights serve as a proxy for economic inequality at the local administrative unit scale? Evidence from Spain.PloS one · 2025Article
- Urban health advantage and penalty in aging populations: a comparative study across major megacities in China.The Lancet regional health. Western Pacific · 2024Article
- Tracking electricity losses and their perceived causes using nighttime light and social media.iScience · 2023Article
- A Satellite Imagery Dataset for Long-Term Sustainable Development in United States Cities.Scientific data · 2023Article
- Economic Growth and Extreme Poverty in Sub-Saharan African Countries: Non-Linearity and Governance Threshold Effect.Journal of the knowledge economy · 2023Article
- Integrating remote sensing with ecology and evolution to advance biodiversity conservation.Nature ecology & evolution · 2022Review
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5 authors.
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Abstract
Economic inequality is notoriously difficult to quantify as reliable data on household incomes are missing for most of the world. Here, we show that a proxy for inequality based on remotely sensed nighttime light data may help fill this gap. Individual households cannot be remotely sensed. However, as households tend to segregate into richer and poorer neighborhoods, the correlation between light emission and economic thriving shown in earlier studies suggests that spatial variance of remotely sensed light per person might carry a signal of economic inequality. To test this hypothesis, we quantified Gini coefficients of the spatial variation in average nighttime light emitted per person. We found a significant relationship between the resulting light-based inequality indicator and existing estimates of net income inequality. This correlation between light-based Gini coefficients and traditional estimates exists not only across countries, but also on a smaller spatial scale comparing the 50 states within the United States. The remotely sensed character makes it possible to produce high-resolution global maps of estimated inequality. The inequality proxy is entirely independent from traditional estimates as it is based on observed light emission rather than self-reported household incomes. Both are imperfect estimates of true inequality. However, their independent nature implies that the light-based proxy could be used to constrain uncertainty in traditional estimates. More importantly, the light-based Gini maps may provide an estimate of inequality where previously no data were available at all.
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